| import asyncio |
| import os |
| import signal |
| import sqlite3 |
| from contextlib import asynccontextmanager |
|
|
| import psutil |
| from fastapi import FastAPI |
| from loguru import logger |
|
|
| from competitions.utils import run_evaluation |
|
|
|
|
| def get_process_status(pid): |
| try: |
| process = psutil.Process(pid) |
| proc_status = process.status() |
| return proc_status |
| except psutil.NoSuchProcess: |
| logger.info(f"No process found with PID: {pid}") |
| return "Completed" |
|
|
|
|
| def kill_process_by_pid(pid): |
| """Kill process by PID.""" |
| os.kill(pid, signal.SIGTERM) |
|
|
|
|
| class JobDB: |
| def __init__(self, db_path): |
| self.db_path = db_path |
| self.conn = sqlite3.connect(db_path) |
| self.c = self.conn.cursor() |
| self.create_jobs_table() |
|
|
| def create_jobs_table(self): |
| self.c.execute( |
| """CREATE TABLE IF NOT EXISTS jobs |
| (id INTEGER PRIMARY KEY, pid INTEGER)""" |
| ) |
| self.conn.commit() |
|
|
| def add_job(self, pid): |
| sql = f"INSERT INTO jobs (pid) VALUES ({pid})" |
| self.c.execute(sql) |
| self.conn.commit() |
|
|
| def get_running_jobs(self): |
| self.c.execute("""SELECT pid FROM jobs""") |
| running_pids = self.c.fetchall() |
| running_pids = [pid[0] for pid in running_pids] |
| return running_pids |
|
|
| def delete_job(self, pid): |
| sql = f"DELETE FROM jobs WHERE pid={pid}" |
| self.c.execute(sql) |
| self.conn.commit() |
|
|
|
|
| PARAMS = os.environ.get("PARAMS") |
| DB = JobDB("job.db") |
|
|
|
|
| class BackgroundRunner: |
| async def run_main(self): |
| while True: |
| running_jobs = DB.get_running_jobs() |
| if running_jobs: |
| for _pid in running_jobs: |
| proc_status = get_process_status(_pid) |
| proc_status = proc_status.strip().lower() |
| if proc_status in ("completed", "error", "zombie"): |
| logger.info(f"Process {_pid} is already completed. Skipping...") |
| try: |
| kill_process_by_pid(_pid) |
| except Exception as e: |
| logger.info(f"Error while killing process: {e}") |
| DB.delete_job(_pid) |
|
|
| running_jobs = DB.get_running_jobs() |
| if not running_jobs: |
| logger.info("No running jobs found. Shutting down the server.") |
| os.kill(os.getpid(), signal.SIGINT) |
| await asyncio.sleep(30) |
|
|
|
|
| runner = BackgroundRunner() |
|
|
|
|
| @asynccontextmanager |
| async def lifespan(app: FastAPI): |
| process_pid = run_evaluation(params=PARAMS) |
| logger.info(f"Started training with PID {process_pid}") |
| DB.add_job(process_pid) |
| asyncio.create_task(runner.run_main()) |
| yield |
|
|
|
|
| api = FastAPI(lifespan=lifespan) |
|
|
|
|
| @api.get("/") |
| async def root(): |
| return "Your model is being evaluated..." |
|
|
|
|
| @api.get("/health") |
| async def health(): |
| return "OK" |
|
|